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Model selection for Lévy measures in diffusion processes with jumps from discrete observations
Authors:Yasutaka Shimizu
Affiliation:Division of Mathematical Science, Graduate School of Engineering Science, Osaka University, Toyonaka, Osaka 560-8531, Japan
Abstract:We deal with parametric inference and selection problems for jump components in discretely observed diffusion processes with jumps. We prepare several competing parametric models for the Lévy measure that might be misspecified, and select the best model from the aspect of information criteria. We construct quasi-information criteria (QIC), which are approximations of the information criteria based on continuous observations.
Keywords:Diffusion processes with jumps   Discrete observations    vy measures   Model selection   Expectation-unbiasedness   Quasi-information criteria
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